{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import random\n",
    "import itertools\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from scipy.spatial.distance import pdist, squareform\n",
    "from sklearn.metrics import confusion_matrix, classification_report\n",
    "\n",
    "import tensorflow as tf\n",
    "from tensorflow.keras.models import *\n",
    "from tensorflow.keras.layers import *\n",
    "from tensorflow.keras.callbacks import *\n",
    "from tensorflow.keras.optimizers import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#id: 100\n",
      "(20631, 26)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>cycle</th>\n",
       "      <th>setting1</th>\n",
       "      <th>setting2</th>\n",
       "      <th>setting3</th>\n",
       "      <th>s1</th>\n",
       "      <th>s2</th>\n",
       "      <th>s3</th>\n",
       "      <th>s4</th>\n",
       "      <th>s5</th>\n",
       "      <th>...</th>\n",
       "      <th>s12</th>\n",
       "      <th>s13</th>\n",
       "      <th>s14</th>\n",
       "      <th>s15</th>\n",
       "      <th>s16</th>\n",
       "      <th>s17</th>\n",
       "      <th>s18</th>\n",
       "      <th>s19</th>\n",
       "      <th>s20</th>\n",
       "      <th>s21</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-0.0007</td>\n",
       "      <td>-0.0004</td>\n",
       "      <td>100.0</td>\n",
       "      <td>518.67</td>\n",
       "      <td>641.82</td>\n",
       "      <td>1589.70</td>\n",
       "      <td>1400.60</td>\n",
       "      <td>14.62</td>\n",
       "      <td>...</td>\n",
       "      <td>521.66</td>\n",
       "      <td>2388.02</td>\n",
       "      <td>8138.62</td>\n",
       "      <td>8.4195</td>\n",
       "      <td>0.03</td>\n",
       "      <td>392</td>\n",
       "      <td>2388</td>\n",
       "      <td>100.0</td>\n",
       "      <td>39.06</td>\n",
       "      <td>23.4190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0019</td>\n",
       "      <td>-0.0003</td>\n",
       "      <td>100.0</td>\n",
       "      <td>518.67</td>\n",
       "      <td>642.15</td>\n",
       "      <td>1591.82</td>\n",
       "      <td>1403.14</td>\n",
       "      <td>14.62</td>\n",
       "      <td>...</td>\n",
       "      <td>522.28</td>\n",
       "      <td>2388.07</td>\n",
       "      <td>8131.49</td>\n",
       "      <td>8.4318</td>\n",
       "      <td>0.03</td>\n",
       "      <td>392</td>\n",
       "      <td>2388</td>\n",
       "      <td>100.0</td>\n",
       "      <td>39.00</td>\n",
       "      <td>23.4236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>-0.0043</td>\n",
       "      <td>0.0003</td>\n",
       "      <td>100.0</td>\n",
       "      <td>518.67</td>\n",
       "      <td>642.35</td>\n",
       "      <td>1587.99</td>\n",
       "      <td>1404.20</td>\n",
       "      <td>14.62</td>\n",
       "      <td>...</td>\n",
       "      <td>522.42</td>\n",
       "      <td>2388.03</td>\n",
       "      <td>8133.23</td>\n",
       "      <td>8.4178</td>\n",
       "      <td>0.03</td>\n",
       "      <td>390</td>\n",
       "      <td>2388</td>\n",
       "      <td>100.0</td>\n",
       "      <td>38.95</td>\n",
       "      <td>23.3442</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   id  cycle  setting1  setting2  setting3      s1      s2       s3       s4  \\\n",
       "0   1      1   -0.0007   -0.0004     100.0  518.67  641.82  1589.70  1400.60   \n",
       "1   1      2    0.0019   -0.0003     100.0  518.67  642.15  1591.82  1403.14   \n",
       "2   1      3   -0.0043    0.0003     100.0  518.67  642.35  1587.99  1404.20   \n",
       "\n",
       "      s5  ...     s12      s13      s14     s15   s16  s17   s18    s19  \\\n",
       "0  14.62  ...  521.66  2388.02  8138.62  8.4195  0.03  392  2388  100.0   \n",
       "1  14.62  ...  522.28  2388.07  8131.49  8.4318  0.03  392  2388  100.0   \n",
       "2  14.62  ...  522.42  2388.03  8133.23  8.4178  0.03  390  2388  100.0   \n",
       "\n",
       "     s20      s21  \n",
       "0  39.06  23.4190  \n",
       "1  39.00  23.4236  \n",
       "2  38.95  23.3442  \n",
       "\n",
       "[3 rows x 26 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### LOAD TRAIN ###\n",
    "train_df = pd.read_csv('./PM_train.txt', sep=\" \", header=None)\n",
    "train_df.drop(train_df.columns[[26, 27]], axis=1, inplace=True)\n",
    "train_df.columns = ['id', 'cycle', 'setting1', 'setting2', 'setting3', 's1', 's2', 's3',\n",
    "                     's4', 's5', 's6', 's7', 's8', 's9', 's10', 's11', 's12', 's13', 's14',\n",
    "                     's15', 's16', 's17', 's18', 's19', 's20', 's21']\n",
    "print('#id:',len(train_df.id.unique()))\n",
    "train_df = train_df.sort_values(['id','cycle'])\n",
    "print(train_df.shape)\n",
    "train_df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "medium working time: 206.31\n",
      "max working time: 362\n",
      "min working time: 128\n"
     ]
    },
    {
     "data": {
      "image/png": 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/leSiJdN/pLV2/vA4mgw6L8klSV44fOatVXXKfgULAAAAwPr2TAi11n4ryZ+MnN/FSd7ZWnu4tfaZJHcluWCN+AAAAADYZ+tcQ+j1VfXNSW5O8t2ttc8lOTPJ786VuXeYdoyquizJZUlyzjnnrBEGAAAAMBWue7Q/Vr3t/I8neV6S85Pcn+TNw/RaUrYtm0Fr7drW2pHW2pFDhw6tGAYAAAAAvVZKCLXWHmitPdpa+0KSn8hjp4Xdm+TsuaJnJblvvRABAAAA2E8rnTJWVWe01u4fXn5jktuG5zckeUdVvSXJc5Kcm+SmtaMEAAAA6NRzetnUTkUbc9v5n0tyYZJnVNW9Sd6U5MKqOj+z08HuTvLtSdJau72qrk/yiSSPJLm8tfboZkIHAAAAYBV7JoRaa69ZMvltu5S/OsnV6wQFAAAAwOaselFpAAAAAA4oCSEAAACAiZEQAgAAAJgYCSEAAACAiZEQAgAAAJiYPe8yBgAAAMBjDl/57qXT777mlaPL71T2eHGEEAAAAMDEOEIIAAAAYEscr6OJHCEEAAAAMDESQgAAAAATIyEEAAAAMDESQgAAAAATIyEEAAAAMDHuMgYAAABwAC27I1ky7q5kjhACAAAAmBgJIQAAAICJkRACAAAAmBgJIQAAAICJkRACAAAAmBgJIQAAAICJkRACAAAAmBgJIQAAAICJkRACAAAAmBgJIQAAAICJkRACAAAAmBgJIQAAAICJkRACAAAAmBgJIQAAAICJkRACAAAAmBgJIQAAAICJkRACAAAAmBgJIQAAAICJkRACAAAAmBgJIQAAAICJ2TMhVFVvr6oHq+q2uWlPq6obq+pTw9/T5967qqruqqo7q+rlmwocAAAAgNWMOULop5JctDDtyiTvb62dm+T9w+tU1XlJLknywuEzb62qU/YtWgAAAADWtmdCqLX2W0n+ZGHyxUmuG55fl+RVc9Pf2Vp7uLX2mSR3Jblgn2IFAAAAYB+seg2hZ7XW7k+S4e8zh+lnJvnsXLl7h2nHqKrLqurmqrr5oYceWjEMAAAAAHrt90Wla8m0tqxga+3a1tqR1tqRQ4cO7XMYAAAAAOxk1YTQA1V1RpIMfx8cpt+b5Oy5cmcluW/18AAAAADYb6smhG5Icunw/NIk75qbfklVPaGqnpvk3CQ3rRciAAAAAPvp1L0KVNXPJbkwyTOq6t4kb0pyTZLrq+p1Se5J8uokaa3dXlXXJ/lEkkeSXN5ae3RDsQMAAACwgj0TQq211+zw1kt2KH91kqvXCQoAAACAzdnvi0oDAAAAsOUkhAAAAAAmRkIIAAAAYGIkhAAAAAAmRkIIAAAAYGIkhAAAAAAmRkIIAAAAYGIkhAAAAAAmRkIIAAAAYGIkhAAAAAAmRkIIAAAAYGIkhAAAAAAmRkIIAAAAYGIkhAAAAAAmRkIIAAAAYGIkhAAAAAAmRkIIAAAAYGIkhAAAAAAmRkIIAAAAYGIkhAAAAAAmRkIIAAAAYGIkhAAAAAAmRkIIAAAAYGIkhAAAAAAmRkIIAAAAYGIkhAAAAAAmRkIIAAAAYGIkhAAAAAAmRkIIAAAAYGIkhAAAAAAmRkIIAAAAYGIkhAAAAAAmRkIIAAAAYGJOXefDVXV3kr9I8miSR1prR6rqaUn+Q5LDSe5O8r+01j63XpgAAAAA7Jf9OELo77TWzm+tHRleX5nk/a21c5O8f3gNAAAAwJbYxCljFye5bnh+XZJXbeA7AAAAAFjRugmhluQ3quojVXXZMO1ZrbX7k2T4+8w1vwMAAACAfbTWNYSSfHVr7b6qemaSG6vqk2M/OCSQLkuSc845Z80wAAAAABhrrSOEWmv3DX8fTPLLSS5I8kBVnZEkw98Hd/jsta21I621I4cOHVonDAAAAAA6rJwQqqovrqqnHH2e5GVJbktyQ5JLh2KXJnnXukECAAAAsH/WOWXsWUl+uaqOzucdrbX/WFUfTnJ9Vb0uyT1JXr1+mAAAAADsl5UTQq21Tyd50ZLpf5zkJesEBQAAAMDmbOK28wAAAABsMQkhAAAAgImREAIAAACYGAkhAAAAgImREAIAAACYGAkhAAAAgImREAIAAACYGAkhAAAAgImREAIAAACYGAkhAAAAgImREAIAAACYGAkhAAAAgImREAIAAACYGAkhAAAAgImREAIAAACYGAkhAAAAgImREAIAAACYGAkhAAAAgImREAIAAACYGAkhAAAAgImREAIAAACYGAkhAAAAgImREAIAAACYGAkhAAAAgImREAIAAACYGAkhAAAAgImREAIAAACYGAkhAAAAgImREAIAAACYGAkhAAAAgImREAIAAACYGAkhAAAAgImREAIAAACYGAkhAAAAgInZWEKoqi6qqjur6q6qunJT3wMAAABAn40khKrqlCT/NsnXJzkvyWuq6rxNfBcAAAAAfTZ1hNAFSe5qrX26tfb/Jnlnkos39F0AAAAAdNhUQujMJJ+de33vMA0AAACAE6xaa/s/06pXJ3l5a+1bh9evTXJBa+0758pcluSy4eWXJ7lzyayekeSPRn7tNpTdlji2oey2xHHQym5LHNtQdlvi2Iay2xLHNpTdljgOWtltiWMbym5LHNtQdlvi2Iay2xLHQSu7LXFsQ9ltiWMbym5LHNtQdlviOGhltyWObSi7H/P+stbaoaWlW2v7/kjyPyR579zrq5JctcJ8bj5IZbcljm0ouy1xHLSy2xLHNpTdlji2oey2xLENZbcljoNWdlvi2Iay2xLHNpTdlji2oey2xHHQym5LHNtQdlvi2Iay2xLHNpTdljgOWtltiWMbym563ps6ZezDSc6tqudW1eOTXJLkhg19FwAAAAAdTt3ETFtrj1TV65O8N8kpSd7eWrt9E98FAAAAQJ+NJISSpLX2niTvWXM21x6wstsSxzaU3ZY4DlrZbYljG8puSxzbUHZb4tiGstsSx0Eruy1xbEPZbYljG8puSxzbUHZb4jhoZbcljm0ouy1xbEPZbYljG8puSxwHrey2xLENZTc6741cVBoAAACA7bWpawgBAAAAsKUkhAAAAAAmRkIIAAAAYGImmRCqqqefgO98QVW9pKqevDD9og181zM7ym6kLsbOt6q+pqr+SVW9bGT5HZetqq6oqrPHxtgz7zXLHvf2BvQ7mbfVE7VsVfW8qvqnVfWjVfXmqvpHVfXUExHL8XDQ2lDPWMZjNlVvVfXTm5jvHt/5VVX1JcPzJ1bVD1TVr1bVD53M2+p+qKoLqupvDc/PG/ZnX3Gi4zqI9EUzB20MORGq6vFV9c1V9dLh9TdV1Y9V1eVVddoGvu/kb5utta14JHlykh9McnuSP0vyUJLfTfItS8p+SZL/M8nPJPmmhffeuvD6miTPGJ4fSfLpJHcl+YMkX7tQ9qNJvi/J80bE++wkP57k3yZ5epLvT/LxJNcnOWOh7BVJ7kzyK0nuTnLx/HculL1o7vlTk7wtya1J3pHkWUvieNrC4+nDd5ye5Gmr1kXnuuup45vmnn9bkluSvCnJ/5PkylWXbSj/Z0nuS/J/J/mOJId2ibmn3o57HSf59TW3p6cOsXwyyR8PjzuGaV+6ahzp206PJPlAkn+f5OwkNw6f+XCSF69Rtncb6SrfUTej62KDddzTZ43uN1dYJz39YU//3RVzz/a07raa5OkrtJmVt+vOOu5ats510tPmrhjazfcl+c9J3prk6iSfSHLhkvKV5KuS/P0k3zg8rzXrYiN9Vm89p6NP3lS7T/+YOrqeO9tyT9/SU2/71tcn+Ydr1Nuo9ZfkhoXHryb5/NHXS+Y7evk66+32JKcOz69N8q+TfE1m+2a/tEZ76xojN7Wux66PPZbtmUumvWlYnpuH+f+nJP88yW8l+d6FsqP7zd5tr7PeuuLoWPddfUX69qt7+ot92S9bsy562mbPGNI7Pm3qN+1G2ltnvf1skv+QWZ/5M0l+Oclrk/xUkuuWzLunDfW0zZ7lO+G/y3ad7/HaQEYs4LuSfEuSs5L8kyT/R5Jzk1yX5F8ulP3FoQJfldnA+YtJnnB05SyU/fjc8w8k+VvD8+cnuXmh7GeS/HCSe5LclOS7kjxnh3j/Y5LvTHLl0GDfmOScYdq7FmNI8uTh+eHMBo83DK9/b7FxzT3/d0n+RZIvG2L5lSVxfGGIe/7x/w1/P71GXfQ08p75/t7c8w9nSNok+eL5+fQu29F5Z3bU28sy60geGtbTpUmeska9baqO/+YOj69Mcn/n9rPYQbx3aJPPnpv27GHajavGkb7t9KYkX5/kNUk+m+QfDNNfkuR31ijbu42MLp++ga6nLjZVxz191uh+c4V10tMf9vTfPWW7tqf0bas9O20967pnB6hrzBm7bCvUc0+b+3iSU4bnT0ryweH5OTl27HvZUKe/ntl2+u+GZb4rycvWqIuN9FkrtKGePnkj7T79Y2pPPffscPf0LT311jU27PZIcs8a9TZq/WW2n/Xvk1yY5GuHv/cPz792yXx7xrKeertj2XcMr29Zo72N3vY2ua7Hro+58qN+EGbo3zLr2/48yZcM05+Y5NaFeY7uN1fY9nrqrTeOscnN0fH2blPp6y96+vtN/WOhp232jCG941PPWH3C21tnvd06/D01yQN5bD+jsrDtrdCGetpmz/Kd8N9luz1GFToejyQfW3j94eHv45J8cuG9xQHqezM7wuTpOXYw+2Qe+8/H7+60IS5pjH87s/9m/mFmG+llC2XnExv37BHfJxZePzmzje8tS8p+dJf5/JXXw7R/Oszrb8w30B3quKcuehp5z3w/ltmg+vTskizqXbbFuhten5bkG5L8XJKH1qi3TdXxo5n9R+kDSx5/uWTePR3EnbvU052rxpG+7XS3bWRxXfeU7d1GRpdPX4fdUxebquOePmt0v7nP62+vOt+t/+4p27s99WyrPTttPeu6Zweop45HL9sK9dzT5j6ex354nZ7kI3Pv3bZQ9o4kh5fE9tzM/WBdoS420met0IZ6+uSNtPv0j6k99dyzw93Tt/TUW+/YcOsOj48neXiNehu1/oY2+F2ZJc/OH6Ydk2BaZfk66+3nMxwRleQnkxwZnj//6PayYnsbve1tcl33bE/D+6N+EC6048V2u9u+/a795ohtZJ113RvH2OTm6Hhb5za1x7wX672nv9/UPxZ62mbPGNI7Pm3qN+1G2ltnvd2W5PGZ7Vf8RYZEbZIvysL+wgptqKdt9izfCf9dtttjVKHj8cjscPKvGZ7/vSTv3aWi7kjyuIVpl2aWuf2DhenfmeQ3knxdZtnff53kf0ryA0l+ZrdGMUw7JclFSX5ypxWQ5F8svLf4n4H/lGGwn5t2apKfTvLowvR7M+tsvjuz/0LXTvOdm35WZgP6W5I8JTvsUHTWRU8j75nv3cNyfWb4++xh+pOzfNAYtWw7rb+59564y7x/ZMS8N1HHtyU5d4f5fHbJtJ4O4jeS/O+ZO8ogybMyG/Det2oc6dtOfyez//q/OrMjKV41TP/aHPsjuqds1zbSU35xGXZ7r7MuNlXHy3Zmd+qzRvebK6yTnv6wp//uKdu7PfVsqz07bT3rumcHqKeORy/bCvXc0+bekNmO9rVDHR790XkoyW8tlP3U0TpemP74JHetURcb6bNWaEM9ffIm233PmNpTzz073D19S0+99Y4NDyQ5P7Mk7PzjcJL71qi33r726Lx/bLHuVl2+znp7amanWvx+kg9llvz4dJLfTPKiVdtb/uq29w3ZZdvb5LpeYX2M+kE41NWThuePm5v+1OySSJ+btrTfXGHb66m33jjGJjd3i/eYf0L0bFPp6y96+vtN/WOhp232jCG941PPWL2p9tbzu7qn3r5rKPMHmZ2a/v4kP5FZMv9N67ShzrbZU8cn/HfZbo9RhY7HI8l/l9l/mP40yW8nef4w/VCSKxbK/qskL10yj4uSfGrJ9AszO9fwo0NjeU+Sb09y2kK5d3bE+4MZTgNbmP7XkvzCkob17B3m89ULr9809/jneeyUqmcn+ek9Yvp7mR3C+Ie7lDlaF783VxeXLamL3kFj1Hx3ietJSZ67y/vfMGLZnr9i29uz3jrr+O8sqYtl7e0fJPnyHebxqiXTejqI05P8UGY/wj6X5E8y23P66McAAAqiSURBVCn6oRx7DuzoOJK8qGM7PT+zI25+PckLkvzoEMvtS9r9i5aU/dOh7P+4yzbypr22kZ7y6euwe+pilTr+s2G+X77LfHv6rN5+c9k62Wn99fSHo+PoLNu1Pe2yrS7rD3t22nrWdc8O0Og6HqZfOGbZVqjn0W1uKP/CoU5esEe5q4ZY35jkm4bHG4dpV63R3o7uWxzdnnbbTke3+d56Tl+fvNF2P7w3ZizrqeeeH209fUtPvfWODW/LsCO95L137DB9zL5IV1879/4rs8sh/j3Lt6TePjfU279arLe5zzxlWDdfmR2uudTT3tIxRm5yXa+yPjLiB2GGI2WWTH9G5pJJw7TefrNn2+upt944RiXTeuJdUmbXvih9+4eLbW63/afRSaz0JZp6+6ELM24M6Rqfetb1iu3tjqGt7Ut7W6HenpPhzJUkX5pZ33TBDvMe/Xuks232LN8J/122a3xjC276kdnFI586PH9SZjvavzpU1FOXlH9eZln8H03y5iT/aFm5ubL/LMm/yaxzX1p2iGH+HOAf3CmGJE9I8s0ZBpnMdl5/LMnlixvxCnXx14Z4xyzbfMxPymzge98OMT9+Ieb/NbNzZ4+JuaeRL4npb2f2A+dlq85jh3hfm9kRMmvX8ZI29JbMfvQtrecly/d9Y5cvOyTyettQTwcxTHtBkpdmoZPP3HVL5qZdkMdOgzkvsx+prxixbF8zlB1bF8ccnTBMvyLJ2R3r7gWZnYowZtlGzzt/tcNeHOhOX9I+L121D9ipXWyq7ArtbXH5dusveuq4a12v2t72KrtCm7swy3faTl11vuncAepY14vjwg8m+bXsMJ4O5Xbapr5+SdnR42/n+j0vs8P3/6+hbV6Z5Lwdyo7qszrXx/x+yNF9gFXr7Zi+aOH9rnFyt/bQE8NCvf2NzMayPfv6ofyO21Q6frTN1fXROF441MXSOBZi3rXs2HjXbKdPTPLze5RZaUzdY55PyHpjztLxtzOG0fvJQ5mj+7P/Zq++Ih1jTk8d77Bd7xjzwmdH/8NwxLrrGX8X63nH30Q59vfTrv1WT9tMX3J65f2yYRm/Ypf6++sd8/7rGbHvm9X+sbDSj+7s3n+P7t9y7O/D/223Nty5Tnp+V89v17v9rl51/D3ajkdtp72P7DH+ztfbfNtcVm8Ln9ttjOzd5+xZH/Pj6UrjTQ0fPuGq6vbMDk19pKquTfLfkvxCZivkRa21vz9X9ookfzezK/m/IrM7VX0us7uSfEdr7YNzZd+Q2X9dxpTtieFnMzvt60mZdRBPTvJLQ9m01r5lxXoYvWw7xPxfMzvHd0zMX5zZldlfktl/pi8dGeM/bK395Nzrm1prFwzPvzWzAe5XMvtv4a+21q7prYf9jHeHeV+R2UD/m9m7Xcwv37dldgezpctXVTcs+bqvyyyRldbaN+yyfPNtqGv5lqyTKzJbD3dklhl/Q2vtXcN7H22t/c25sm/K7NoPp2Z2LYOvSvLBzAbU97bWrt6hLr41yeszWyfr1sWfZdZ2fz+zaz79fGvtoR2W9TuH791z2XrnvZsldXx0/T0xs6MPdlx/S+qiMjs6ZVld9NRbz3y7+qye7a9z/fWUXdz2Ls/O7W102SVxvGOI44+WxbGbJe1iU+2tZ12PHheG8qO3qZ6+c1M6+6zF9fwLu7S33nrr6WdHj5Od63qdvv6CzNbjMfW2JOY9t6mdLGnLo+PoLDt6fOrR0yfvEPOO7bMzjtF9eG/MHTFsZF99YfmOjqm7jTk9fcDomHdY5idmdoOV2xbb8li9+3ud9dzzO2Df2uZ8XezDftn1O42/Qzv6jsz+UTdmfBpVduyy9Zbt3Ifr6d96t6fecX3s7+qesj37e2ttp7vp/B236ri+1z7q6H3Ozjren216p0zR8X6k7y4HPXcu6SnbE0PXFc476mF0vCcq5uxyfYDsceewzrrYSB2v0C567ow2+q4h+7l8S9ZJz53teu6U0VMXv9dRFz13iBu9bL3z7qzj0etvhbrYRNneuzL0Lt/Y9ddVtqe9jS274XaxyfmOXdejx4VV+4vh+Z5jVMfy9tzhr6vP6mhvm6y3TfWdG+nrV9mmOtpyz/rbyPjU2TZ77wbWVc8dcfT0yV0xd8SwkX31FZavp110bdc9bXkT626Feu5eJ/vRNufrIhvcL+uZd28c+7GeF8umv//u6gs7tqeNjOudZTc2/na21Z7xd5Pjek+b71ofY9rQbo9Tsz3mM+8fq6ojrbWbq+r5mV3gbtGpmV1k9wmZnd+b1to9VXXaGmV7YnhcVT0+s5X+pMx2Zv9k+I5lMfToWbaNxFxVt+4QW2V2TZXF+Z6eWUOvNmR/W2v/taoeGbfIS22yjpPx9dyzfEcyu5Dq9yb5Z621W6rqL1trv7nu8nWuk1Naa58f4ry7qi5M8gtV9WVD+XmPtNYeTfLfqur3W2t/PnzuL6vqC2vUxVd21EVrrX0hs+u0/MawDo7eseaHMzssd5Vl65r3Cu1+7PrrqYtNle3dnnrK96y/nrI97a23H9pUu9jUfHvWde942rtN9YxRY12f2X9QL2yt/WGSVNWzM7uzy88n+Z/nyvb0WT3tbZP1tqm+c1N9fVfMnW25J45NjU89esb13ph79PTJvTGPtcl99Z7l66njrpg72/JYveNvT8w9ZbvaZkddbGy/rHPeo8v2rOcNjtW9fUXP9rTJcX1s2U2Ovz16xoZNjes9dZGMr+P9GW/aGhm3/Xyk7y4HPXcu6SnbE0PXFc476mF0vJuMOX1337g7HXcO66iLjdTxCu2ie/ky4q4hvcvXuU567mzXc6eMTdXF6DvE9SzbCvPuqePu9jmmLjZVdoX21tNf9NRxT9nR7a23bW6wXWxkvp3revS40LtNpXOMGvtI3x3+evqsnvWxyXrrap8d63ojff0K21/PNtKz/jY6PnW20bF3A+uq547v3+iYMzKGjeyr9y5fZ7vo3a67++X9Xned9dxTtrcPGFUX2ex+WU8f11O2p8/a1Fjd0457t6eNjOudZTc2/nZuf3dn/Fi2kXG9sy566nhfxpuVK3dTj4y4y8FQbtSdS3rLdsYw+grnnXXQFe8mYs4Kd99YUm7XO4eNnMdG6njVeu5dvux915Ceq+SPXifpu7Pd6DtlbKou0nGHuJ5lW2HeXe1+1fa5V7vYVNneeDv6i546XulugL3tba+ym2oXm2xvve0i48eF3m1qrb5zh+/pucNfz919utvbpupth3Lr9p3Hta/fKebObaRn/R2X8amzfezVz+5LPe8wj42POSPj2Pd99Z7lW6WOO2Jee/93v9bd2JjHlu2tt7F10dsXZkP7fJ1le/qsjYzVK6yPnt++GxvXx5btWc9znxnd5td9ZPlYtpFxvbcuOup4X8abrbmoNAAwTcNh11cmuTjJM4fJDyS5Ick1rbXPnajYAABOVhJCAMDWqhXv7AMAwO4khACArVVV97TWzjnRcQAAnGy26S5jAMAEbejOPgAA7EJCCAA40Z6V5OVJFq8VVEn+8/EPBwDg5CchBACcaL+W5MmttVsW36iqDx7/cAAATn6uIQQAAAAwMY870QEAAAAAcHxJCAEAAABMjIQQAAAAwMRICAEAAABMjIQQAAAAwMT8/754oxPdEr0XAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### PLOT TRAIN FREQ ###\n",
    "plt.figure(figsize=(20,6))\n",
    "train_df.id.value_counts().plot.bar()\n",
    "print(\"medium working time:\", train_df.id.value_counts().mean())\n",
    "print(\"max working time:\", train_df.id.value_counts().max())\n",
    "print(\"min working time:\", train_df.id.value_counts().min())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x2160 with 24 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### plotting sensor data for engine ID ###\n",
    "engine_id = train_df[train_df['id'] == 1]\n",
    "\n",
    "ax1 = engine_id[train_df.columns[2:]].plot(subplots=True, sharex=True, figsize=(20,30))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "#id: 100\n",
      "(13096, 26)\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>cycle</th>\n",
       "      <th>setting1</th>\n",
       "      <th>setting2</th>\n",
       "      <th>setting3</th>\n",
       "      <th>s1</th>\n",
       "      <th>s2</th>\n",
       "      <th>s3</th>\n",
       "      <th>s4</th>\n",
       "      <th>s5</th>\n",
       "      <th>...</th>\n",
       "      <th>s12</th>\n",
       "      <th>s13</th>\n",
       "      <th>s14</th>\n",
       "      <th>s15</th>\n",
       "      <th>s16</th>\n",
       "      <th>s17</th>\n",
       "      <th>s18</th>\n",
       "      <th>s19</th>\n",
       "      <th>s20</th>\n",
       "      <th>s21</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0023</td>\n",
       "      <td>0.0003</td>\n",
       "      <td>100.0</td>\n",
       "      <td>518.67</td>\n",
       "      <td>643.02</td>\n",
       "      <td>1585.29</td>\n",
       "      <td>1398.21</td>\n",
       "      <td>14.62</td>\n",
       "      <td>...</td>\n",
       "      <td>521.72</td>\n",
       "      <td>2388.03</td>\n",
       "      <td>8125.55</td>\n",
       "      <td>8.4052</td>\n",
       "      <td>0.03</td>\n",
       "      <td>392</td>\n",
       "      <td>2388</td>\n",
       "      <td>100.0</td>\n",
       "      <td>38.86</td>\n",
       "      <td>23.3735</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>-0.0027</td>\n",
       "      <td>-0.0003</td>\n",
       "      <td>100.0</td>\n",
       "      <td>518.67</td>\n",
       "      <td>641.71</td>\n",
       "      <td>1588.45</td>\n",
       "      <td>1395.42</td>\n",
       "      <td>14.62</td>\n",
       "      <td>...</td>\n",
       "      <td>522.16</td>\n",
       "      <td>2388.06</td>\n",
       "      <td>8139.62</td>\n",
       "      <td>8.3803</td>\n",
       "      <td>0.03</td>\n",
       "      <td>393</td>\n",
       "      <td>2388</td>\n",
       "      <td>100.0</td>\n",
       "      <td>39.02</td>\n",
       "      <td>23.3916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0003</td>\n",
       "      <td>0.0001</td>\n",
       "      <td>100.0</td>\n",
       "      <td>518.67</td>\n",
       "      <td>642.46</td>\n",
       "      <td>1586.94</td>\n",
       "      <td>1401.34</td>\n",
       "      <td>14.62</td>\n",
       "      <td>...</td>\n",
       "      <td>521.97</td>\n",
       "      <td>2388.03</td>\n",
       "      <td>8130.10</td>\n",
       "      <td>8.4441</td>\n",
       "      <td>0.03</td>\n",
       "      <td>393</td>\n",
       "      <td>2388</td>\n",
       "      <td>100.0</td>\n",
       "      <td>39.08</td>\n",
       "      <td>23.4166</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   id  cycle  setting1  setting2  setting3      s1      s2       s3       s4  \\\n",
       "0   1      1    0.0023    0.0003     100.0  518.67  643.02  1585.29  1398.21   \n",
       "1   1      2   -0.0027   -0.0003     100.0  518.67  641.71  1588.45  1395.42   \n",
       "2   1      3    0.0003    0.0001     100.0  518.67  642.46  1586.94  1401.34   \n",
       "\n",
       "      s5  ...     s12      s13      s14     s15   s16  s17   s18    s19  \\\n",
       "0  14.62  ...  521.72  2388.03  8125.55  8.4052  0.03  392  2388  100.0   \n",
       "1  14.62  ...  522.16  2388.06  8139.62  8.3803  0.03  393  2388  100.0   \n",
       "2  14.62  ...  521.97  2388.03  8130.10  8.4441  0.03  393  2388  100.0   \n",
       "\n",
       "     s20      s21  \n",
       "0  38.86  23.3735  \n",
       "1  39.02  23.3916  \n",
       "2  39.08  23.4166  \n",
       "\n",
       "[3 rows x 26 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### LOAD TEST ###\n",
    "test_df = pd.read_csv('./PM_test.txt', sep=\" \", header=None)\n",
    "test_df.drop(test_df.columns[[26, 27]], axis=1, inplace=True)\n",
    "test_df.columns = ['id', 'cycle', 'setting1', 'setting2', 'setting3', 's1', 's2', 's3',\n",
    "                     's4', 's5', 's6', 's7', 's8', 's9', 's10', 's11', 's12', 's13', 's14',\n",
    "                     's15', 's16', 's17', 's18', 's19', 's20', 's21']\n",
    "print('#id:',len(test_df.id.unique()))\n",
    "print(test_df.shape)\n",
    "test_df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(100, 1)\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>more</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   more\n",
       "1   112\n",
       "2    98\n",
       "3    69"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### LOAD GROUND TRUTH ###\n",
    "truth_df = pd.read_csv('./PM_truth.txt', sep=\" \", header=None)\n",
    "truth_df.drop(truth_df.columns[[1]], axis=1, inplace=True)\n",
    "truth_df.columns = ['more']\n",
    "truth_df = truth_df.set_index(truth_df.index + 1)\n",
    "\n",
    "print(truth_df.shape)\n",
    "truth_df.head(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    191\n",
       "1    190\n",
       "2    189\n",
       "3    188\n",
       "4    187\n",
       "5    186\n",
       "6    185\n",
       "7    184\n",
       "8    183\n",
       "9    182\n",
       "Name: RUL, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### CALCULATE RUL TRAIN ###\n",
    "train_df['RUL']=train_df.groupby(['id'])['cycle'].transform(max)-train_df['cycle']\n",
    "train_df.RUL[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "### ADD NEW LABEL TRAIN ###\n",
    "w1 = 45\n",
    "w0 = 15\n",
    "train_df['label1'] = np.where(train_df['RUL'] <= w1, 1, 0 )\n",
    "train_df['label2'] = train_df['label1']\n",
    "train_df.loc[train_df['RUL'] <= w0, 'label2'] = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>cycle</th>\n",
       "      <th>setting1</th>\n",
       "      <th>setting2</th>\n",
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       "      <th>s7</th>\n",
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       "      <th>...</th>\n",
       "      <th>s12</th>\n",
       "      <th>s13</th>\n",
       "      <th>s14</th>\n",
       "      <th>s15</th>\n",
       "      <th>s17</th>\n",
       "      <th>s20</th>\n",
       "      <th>s21</th>\n",
       "      <th>RUL</th>\n",
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       "      <th>label2</th>\n",
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       "      <td>0.633262</td>\n",
       "      <td>0.205882</td>\n",
       "      <td>0.199608</td>\n",
       "      <td>0.363986</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.713178</td>\n",
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       "      <td>0.609195</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.283133</td>\n",
       "      <td>0.453019</td>\n",
       "      <td>0.352633</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.628019</td>\n",
       "      <td>0.212121</td>\n",
       "      <td>...</td>\n",
       "      <td>0.765458</td>\n",
       "      <td>0.279412</td>\n",
       "      <td>0.162813</td>\n",
       "      <td>0.411312</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.731014</td>\n",
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       "      <td>2</td>\n",
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       "      <td>0.252874</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>0.343373</td>\n",
       "      <td>0.369523</td>\n",
       "      <td>0.370527</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.710145</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>...</td>\n",
       "      <td>0.795309</td>\n",
       "      <td>0.220588</td>\n",
       "      <td>0.171793</td>\n",
       "      <td>0.357445</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.627907</td>\n",
       "      <td>0.621375</td>\n",
       "      <td>189</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0.540230</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.343373</td>\n",
       "      <td>0.256159</td>\n",
       "      <td>0.331195</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.740741</td>\n",
       "      <td>0.318182</td>\n",
       "      <td>...</td>\n",
       "      <td>0.889126</td>\n",
       "      <td>0.294118</td>\n",
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       "      <td>0.166603</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.573643</td>\n",
       "      <td>0.662386</td>\n",
       "      <td>188</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.390805</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.349398</td>\n",
       "      <td>0.257467</td>\n",
       "      <td>0.404625</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.668277</td>\n",
       "      <td>0.242424</td>\n",
       "      <td>...</td>\n",
       "      <td>0.746269</td>\n",
       "      <td>0.235294</td>\n",
       "      <td>0.174734</td>\n",
       "      <td>0.402078</td>\n",
       "      <td>0.416667</td>\n",
       "      <td>0.589147</td>\n",
       "      <td>0.704502</td>\n",
       "      <td>187</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   id  cycle  setting1  setting2        s2        s3        s4   s6        s7  \\\n",
       "0   1      1  0.459770  0.166667  0.183735  0.406802  0.309757  1.0  0.726248   \n",
       "1   1      2  0.609195  0.250000  0.283133  0.453019  0.352633  1.0  0.628019   \n",
       "2   1      3  0.252874  0.750000  0.343373  0.369523  0.370527  1.0  0.710145   \n",
       "3   1      4  0.540230  0.500000  0.343373  0.256159  0.331195  1.0  0.740741   \n",
       "4   1      5  0.390805  0.333333  0.349398  0.257467  0.404625  1.0  0.668277   \n",
       "\n",
       "         s8  ...       s12       s13       s14       s15       s17       s20  \\\n",
       "0  0.242424  ...  0.633262  0.205882  0.199608  0.363986  0.333333  0.713178   \n",
       "1  0.212121  ...  0.765458  0.279412  0.162813  0.411312  0.333333  0.666667   \n",
       "2  0.272727  ...  0.795309  0.220588  0.171793  0.357445  0.166667  0.627907   \n",
       "3  0.318182  ...  0.889126  0.294118  0.174889  0.166603  0.333333  0.573643   \n",
       "4  0.242424  ...  0.746269  0.235294  0.174734  0.402078  0.416667  0.589147   \n",
       "\n",
       "        s21  RUL  label1  label2  \n",
       "0  0.724662  191       0       0  \n",
       "1  0.731014  190       0       0  \n",
       "2  0.621375  189       0       0  \n",
       "3  0.662386  188       0       0  \n",
       "4  0.704502  187       0       0  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### SCALE TRAIN DATA ###\n",
    "\n",
    "def scale(df):\n",
    "    #return (df - df.mean())/df.std()\n",
    "    return (df - df.min())/(df.max()-df.min())\n",
    "\n",
    "for col in train_df.columns:\n",
    "    if col[0] == 's':\n",
    "        train_df[col] = scale(train_df[col])\n",
    "#     elif col == 'cycle':\n",
    "#         train_df['cycle_norm'] = scale(train_df[col])\n",
    "        \n",
    "train_df = train_df.dropna(axis=1)\n",
    "train_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "### CALCULATE RUL TEST ###\n",
    "truth_df['max'] = test_df.groupby('id')['cycle'].max() + truth_df['more']\n",
    "test_df['RUL'] = [truth_df['max'][i] for i in test_df.id] - test_df['cycle']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "### ADD NEW LABEL TEST ###\n",
    "test_df['label1'] = np.where(test_df['RUL'] <= w1, 1, 0 )\n",
    "test_df['label2'] = test_df['label1']\n",
    "test_df.loc[test_df['RUL'] <= w0, 'label2'] = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.60000</td>\n",
       "      <td>0.461538</td>\n",
       "      <td>0.435331</td>\n",
       "      <td>0.471306</td>\n",
       "      <td>0.357974</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.661290</td>\n",
       "      <td>0.292683</td>\n",
       "      <td>...</td>\n",
       "      <td>0.632420</td>\n",
       "      <td>0.325581</td>\n",
       "      <td>0.187891</td>\n",
       "      <td>0.337009</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.618182</td>\n",
       "      <td>0.676008</td>\n",
       "      <td>138</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 22 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   id  cycle  setting1  setting2        s2        s3        s4   s6        s7  \\\n",
       "0   1      1   0.65625  0.692308  0.596215  0.421968  0.282214  1.0  0.608871   \n",
       "1   1      2   0.34375  0.230769  0.182965  0.504025  0.225240  1.0  0.800403   \n",
       "2   1      3   0.53125  0.538462  0.419558  0.464814  0.346130  1.0  0.651210   \n",
       "3   1      4   0.77500  0.461538  0.413249  0.391587  0.449867  1.0  0.643145   \n",
       "4   1      5   0.60000  0.461538  0.435331  0.471306  0.357974  1.0  0.661290   \n",
       "\n",
       "         s8  ...       s12       s13       s14       s15    s17       s20  \\\n",
       "0  0.365854  ...  0.534247  0.325581  0.152259  0.347076  0.375  0.500000   \n",
       "1  0.292683  ...  0.634703  0.395349  0.277907  0.227709  0.500  0.645455   \n",
       "2  0.390244  ...  0.591324  0.325581  0.192892  0.533557  0.500  0.700000   \n",
       "3  0.341463  ...  0.456621  0.372093  0.217896  0.282359  0.250  0.627273   \n",
       "4  0.292683  ...  0.632420  0.325581  0.187891  0.337009  0.125  0.618182   \n",
       "\n",
       "        s21  RUL  label1  label2  \n",
       "0  0.620099  142       0       0  \n",
       "1  0.645718  141       0       0  \n",
       "2  0.681104  140       0       0  \n",
       "3  0.620382  139       0       0  \n",
       "4  0.676008  138       0       0  \n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### SCALE TEST DATA ###\n",
    "\n",
    "for col in test_df.columns:\n",
    "    if col[0] == 's':\n",
    "        test_df[col] = scale(test_df[col])\n",
    "#     elif col == 'cycle':\n",
    "#         test_df['cycle_norm'] = scale(test_df[col])\n",
    "        \n",
    "test_df = test_df.dropna(axis=1)\n",
    "test_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GEN SEQUENCE"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "sequence_length = 50\n",
    "\n",
    "def gen_sequence(id_df, seq_length, seq_cols):\n",
    "\n",
    "    data_matrix = id_df[seq_cols].values\n",
    "    num_elements = data_matrix.shape[0]\n",
    "    # Iterate over two lists in parallel.\n",
    "    # For example id1 have 192 rows and sequence_length is equal to 50\n",
    "    # so zip iterate over two following list of numbers (0,142),(50,192)\n",
    "    # 0 50 (start stop) -> from row 0 to row 50\n",
    "    # 1 51 (start stop) -> from row 1 to row 51\n",
    "    # 2 52 (start stop) -> from row 2 to row 52\n",
    "    # ...\n",
    "    # 141 191 (start stop) -> from row 141 to 191\n",
    "    for start, stop in zip(range(0, num_elements-seq_length), range(seq_length, num_elements)):\n",
    "        yield data_matrix[start:stop, :]\n",
    "        \n",
    "def gen_labels(id_df, seq_length, label):\n",
    "\n",
    "    data_matrix = id_df[label].values\n",
    "    num_elements = data_matrix.shape[0]\n",
    "    # I have to remove the first seq_length labels\n",
    "    # because for one id the first sequence of seq_length size have as target\n",
    "    # the last label (the previus ones are discarded).\n",
    "    # All the next id's sequences will have associated step by step one label as target.\n",
    "    return data_matrix[seq_length:num_elements, :]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['setting1', 'setting2', 's2', 's3', 's4', 's6', 's7', 's8', 's9', 's11', 's12', 's13', 's14', 's15', 's17', 's20', 's21']\n"
     ]
    }
   ],
   "source": [
    "### SEQUENCE COL: COLUMNS TO CONSIDER ###\n",
    "sequence_cols = []\n",
    "for col in train_df.columns:\n",
    "    if col[0] == 's':\n",
    "        sequence_cols.append(col)\n",
    "#sequence_cols.append('cycle_norm')\n",
    "print(sequence_cols)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "X_Train shape: (15631, 50, 17)\n",
      "X_Test shape: (8162, 50, 17)\n"
     ]
    }
   ],
   "source": [
    "### GENERATE X TRAIN TEST ###\n",
    "x_train, x_test = [], []\n",
    "for engine_id in train_df.id.unique():\n",
    "    for sequence in gen_sequence(train_df[train_df.id==engine_id], sequence_length, sequence_cols):\n",
    "        x_train.append(sequence)\n",
    "    for sequence in gen_sequence(test_df[test_df.id==engine_id], sequence_length, sequence_cols):\n",
    "        x_test.append(sequence)\n",
    "    \n",
    "x_train = np.asarray(x_train)\n",
    "x_test = np.asarray(x_test)\n",
    "\n",
    "print(\"X_Train shape:\", x_train.shape)\n",
    "print(\"X_Test shape:\", x_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "y_train shape: (15631, 1)\n",
      "y_test shape: (8162, 1)\n"
     ]
    }
   ],
   "source": [
    "### GENERATE Y TRAIN TEST ###\n",
    "y_train, y_test = [], []\n",
    "for engine_id in train_df.id.unique():\n",
    "    for label in gen_labels(train_df[train_df.id==engine_id], sequence_length, ['label2'] ):\n",
    "        y_train.append(label)\n",
    "    for label in gen_labels(test_df[test_df.id==engine_id], sequence_length, ['label2']):\n",
    "        y_test.append(label)\n",
    "    \n",
    "y_train = np.asarray(y_train).reshape(-1,1)\n",
    "y_test = np.asarray(y_test).reshape(-1,1)\n",
    "\n",
    "\n",
    "print(\"y_train shape:\", y_train.shape)\n",
    "print(\"y_test shape:\", y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(15631, 3)\n",
      "(8162, 3)\n"
     ]
    }
   ],
   "source": [
    "### ENCODE LABEL ###\n",
    "y_train = tf.keras.utils.to_categorical(y_train)\n",
    "print(y_train.shape)\n",
    "\n",
    "y_test = tf.keras.utils.to_categorical(y_test)\n",
    "print(y_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# FROM TIME SERIES TO IMAGES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "def rec_plot(s, eps=0.10, steps=10):\n",
    "    d = pdist(s[:,None])\n",
    "    d = np.floor(d/eps)\n",
    "    d[d>steps] = steps\n",
    "    Z = squareform(d)\n",
    "    return Z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 17 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(20,20))\n",
    "for i in range(0,17):\n",
    "    \n",
    "    plt.subplot(6, 3, i+1)    \n",
    "    rec = rec_plot(x_train[0,:,i])\n",
    "    plt.imshow(rec)\n",
    "    plt.title(sequence_cols[i])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(15631, 50, 50, 17)\n",
      "(8162, 50, 50, 17)\n"
     ]
    }
   ],
   "source": [
    "### TRANSFORM X TRAIN TEST IN IMAGES ###\n",
    "x_train_img = np.apply_along_axis(rec_plot, 1, x_train).astype('float16')\n",
    "print(x_train_img.shape)\n",
    "\n",
    "x_test_img = np.apply_along_axis(rec_plot, 1, x_test).astype('float16')\n",
    "print(x_test_img.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# MODEL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "def set_seed(seed):\n",
    "    \n",
    "    tf.random.set_seed(seed)\n",
    "    os.environ['PYTHONHASHSEED'] = str(seed)\n",
    "    np.random.seed(seed)\n",
    "    random.seed(seed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d (Conv2D)              (None, 48, 48, 32)        4928      \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 46, 46, 32)        9248      \n",
      "_________________________________________________________________\n",
      "max_pooling2d (MaxPooling2D) (None, 23, 23, 32)        0         \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 23, 23, 32)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_2 (Conv2D)            (None, 21, 21, 64)        18496     \n",
      "_________________________________________________________________\n",
      "conv2d_3 (Conv2D)            (None, 19, 19, 64)        36928     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 9, 9, 64)          0         \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 9, 9, 64)          0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 5184)              0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 256)               1327360   \n",
      "_________________________________________________________________\n",
      "dropout_2 (Dropout)          (None, 256)               0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 3)                 771       \n",
      "=================================================================\n",
      "Total params: 1,397,731\n",
      "Trainable params: 1,397,731\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "model = Sequential()\n",
    "\n",
    "model.add(Conv2D(32, (3, 3), activation='relu', input_shape=(50, 50, 17)))\n",
    "model.add(Conv2D(32, (3, 3), activation='relu'))\n",
    "model.add(MaxPooling2D(pool_size=(2, 2)))\n",
    "model.add(Dropout(0.25))\n",
    "\n",
    "model.add(Conv2D(64, (3, 3), activation='relu'))\n",
    "model.add(Conv2D(64, (3, 3), activation='relu'))\n",
    "model.add(MaxPooling2D(pool_size=(2, 2)))\n",
    "model.add(Dropout(0.25))\n",
    "\n",
    "model.add(Flatten())\n",
    "model.add(Dense(256, activation='relu'))\n",
    "model.add(Dropout(0.5))\n",
    "model.add(Dense(3, activation='softmax'))\n",
    "\n",
    "model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])\n",
    "\n",
    "print(model.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 12504 samples, validate on 3127 samples\n",
      "Epoch 1/25\n",
      "12504/12504 - 74s - loss: 1.0244 - accuracy: 0.6512 - val_loss: 0.6874 - val_accuracy: 0.7352\n",
      "Epoch 2/25\n",
      "12504/12504 - 70s - loss: 0.7044 - accuracy: 0.6983 - val_loss: 0.6086 - val_accuracy: 0.7352\n",
      "Epoch 3/25\n",
      "12504/12504 - 72s - loss: 0.4659 - accuracy: 0.7912 - val_loss: 0.3295 - val_accuracy: 0.8596\n",
      "Epoch 4/25\n",
      "12504/12504 - 74s - loss: 0.3006 - accuracy: 0.8717 - val_loss: 0.2897 - val_accuracy: 0.8826\n",
      "Epoch 5/25\n",
      "12504/12504 - 78s - loss: 0.2706 - accuracy: 0.8820 - val_loss: 0.2739 - val_accuracy: 0.8775\n",
      "Epoch 6/25\n",
      "12504/12504 - 80s - loss: 0.2451 - accuracy: 0.8919 - val_loss: 0.2590 - val_accuracy: 0.8887\n",
      "Epoch 7/25\n",
      "12504/12504 - 74s - loss: 0.2335 - accuracy: 0.8990 - val_loss: 0.2685 - val_accuracy: 0.8772\n",
      "Epoch 8/25\n",
      "12504/12504 - 74s - loss: 0.2247 - accuracy: 0.9005 - val_loss: 0.2543 - val_accuracy: 0.8973\n",
      "Epoch 9/25\n",
      "12504/12504 - 75s - loss: 0.2174 - accuracy: 0.9037 - val_loss: 0.2493 - val_accuracy: 0.8900\n",
      "Epoch 10/25\n",
      "12504/12504 - 70s - loss: 0.2083 - accuracy: 0.9075 - val_loss: 0.2450 - val_accuracy: 0.8977\n",
      "Epoch 11/25\n",
      "12504/12504 - 71s - loss: 0.1917 - accuracy: 0.9153 - val_loss: 0.2725 - val_accuracy: 0.8954\n",
      "Epoch 12/25\n",
      "12504/12504 - 72s - loss: 0.1850 - accuracy: 0.9192 - val_loss: 0.2758 - val_accuracy: 0.8967\n",
      "Epoch 13/25\n",
      "12504/12504 - 72s - loss: 0.1741 - accuracy: 0.9255 - val_loss: 0.2628 - val_accuracy: 0.8951\n",
      "Epoch 14/25\n",
      "12504/12504 - 71s - loss: 0.1532 - accuracy: 0.9360 - val_loss: 0.2877 - val_accuracy: 0.8801\n",
      "Epoch 15/25\n",
      "12504/12504 - 75s - loss: 0.1315 - accuracy: 0.9432 - val_loss: 0.3285 - val_accuracy: 0.8660\n",
      "Epoch 16/25\n",
      "Restoring model weights from the end of the best epoch.\n",
      "12504/12504 - 75s - loss: 0.1187 - accuracy: 0.9522 - val_loss: 0.3118 - val_accuracy: 0.8871\n",
      "Epoch 00016: early stopping\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.keras.callbacks.History at 0x1b9f238e320>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "set_seed(33)\n",
    "\n",
    "es = EarlyStopping(monitor='val_accuracy', mode='auto', restore_best_weights=True, verbose=1, patience=6)\n",
    "\n",
    "model.fit(x_train_img, y_train, batch_size=512, epochs=25, callbacks=[es],\n",
    "          validation_split=0.2, verbose=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8162/1 - 11s - loss: 0.4127 - accuracy: 0.7857\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[0.5366564413700654, 0.78571427]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.evaluate(x_test_img, y_test, verbose=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_confusion_matrix(cm, classes, title='Confusion matrix', cmap=plt.cm.Blues):\n",
    "\n",
    "    cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "\n",
    "    plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
    "    plt.title(title, fontsize=25)\n",
    "    #plt.colorbar()\n",
    "    tick_marks = np.arange(len(classes))\n",
    "    plt.xticks(tick_marks, classes, rotation=90, fontsize=15)\n",
    "    plt.yticks(tick_marks, classes, fontsize=15)\n",
    "\n",
    "    fmt = '.2f'\n",
    "    thresh = cm.max() / 2.\n",
    "    for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n",
    "        plt.text(j, i, format(cm[i, j], fmt),\n",
    "                 horizontalalignment=\"center\",\n",
    "                 color=\"white\" if cm[i, j] > thresh else \"black\", fontsize = 14)\n",
    "\n",
    "    plt.ylabel('True label', fontsize=20)\n",
    "    plt.xlabel('Predicted label', fontsize=20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              precision    recall  f1-score   support\n",
      "\n",
      "           0       1.00      0.78      0.88      7426\n",
      "           1       0.25      0.80      0.38       676\n",
      "           2       0.31      0.95      0.47        60\n",
      "\n",
      "    accuracy                           0.79      8162\n",
      "   macro avg       0.52      0.84      0.58      8162\n",
      "weighted avg       0.93      0.79      0.83      8162\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(np.where(y_test != 0)[1], model.predict_classes(x_test_img)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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u7HctP/ywjJmzvyr6lSpibVs257vvvrVI07RHFkNl4kpxcv1qfLE0Ocv4GUvXc9oxNfK0jMtPP4qt2/cw6dv93+K//mkDiVXK0fWU2gBUq1SW7i3rMXXJ+sIrXgpkz+7drFi6iJbtO2YZ37J9R5Ys+DrPy/n7zz+pHF8l1zbb//6Lyofn3kaKz+7du1m44Ds6dTkry/jOnc9i3leR95y/nvcVbdu1zwwxgM5durJ+3TrWrF6d2aZz57BlntWVBd99y549ewp3JUqYmAeZmR1vZtPMbLuZrTOz+80sLtZ1FYfqlQ+jdFwpNmzbmWV86radJObhfJYZXHb6Ubw1ZxW79+7LHP/tLxvp98JcXryhDckvXczK53piBjeNnlfo6yD5s2XzRtLT06lWI+v50Go1arJxQ2qeljFr+qd889VMul/SN8c274wfQ2ryOs7pfnFBypVClJaWRnp6OomJiVnGJyQmkpKSHHGelJRkEhKytwdITk7e3yZsmYmJiezdu5e0tLTCKr9EimmQmVlVYCrggAuA+4EhwH2xrKu4hR/dNbNs4yLpclJt6lSvyPiZv2QZf1ztw3nk8mY88eFSOt77Gb0e/4KE+PIMv+q0QqxaCoNZ1iMlzrls4yJZ/O087h50HUPufowmJzeL2Gb6px8y8tG7uX/4aGodUbdQ6pVCFOW2j/R/JXx8XtocjGK9R3YDUB7o4Zyb4pwbhRdig83s8NiWVvQ2/rmLven7svUmrFn5MFLD9tIiuaLD0Xy9cgM/rt2WZfzA845nwa8befaTFfzw+xa+WJrM0Fe/4eK2DaidQycSKV5VqlYnLi4u297X5o1p2fbSwi369isGXtObfgPvoNdl10RsM/3TD7lnyA3c+8QoTu8c/POJB5MaNWoQFxdHSnLWva8NqanZ9royJCYmZdtb25Ca6k9L3N8mbJmpqamULl2a6tWrF1b5JVKsg+xs4DPnXOgn8Zt44XZGbEoqPnvS97F49SY6nJCUZfwZJyTxzc+5HwpIqlKeLifXZvyMX7JNK1+2NOn7su7SZTw/uL+XBUeZsmVpdMIpzJ/9RZbxX8/+gpNObZnjfAvmz2Hg1b259pZh9LnqnxHbTPnofe4ZfD13/+d5Op19QaHWLQVXtmxZmp7ajOlTp2QZP23aFFq1bhNxnpatWjNn9ix27tz/BXf6tCnUql2bevXrZ7aZPn1qlvmmT53Cqc2aU6ZMmcJdiRIm1kHWCFgROsI59xuw3Z920Hv+0x/p064Bl59xFA1rHc7Dl51KUpXyvDLd63l0V++TeX/Ymdnmu+z0o9i+ay8fzM/eXfezRWs5u2kdrup4DPVqVqTFsTV49PJmLFq9ibWbthf5OkneXHr1TUx+73U+eOu/rPr5R568/zbSUpPpcelVADz3+H388/LzM9t/N28WA6/uTY8+V9H1gotI25BC2oYUNm/c/6Xn80nvcvfg67hp6D00bdEms83WLZuLff0kZ/0HDmb8f8fxyktjWbF8OUMGDWD9unVc2+8GAO668w7OPqtTZvuL+1xKhQoVuO6avixbupQP3n+PJ/7zKP0HDs48bHhdvxtY+8cf3Dp4ICuWL+eVl8Yy/r/jGDj41lisYrEqHePXrwpsiTB+sz8tGzPrB/QDKFUxbz37SrIP5v9GtUplGdKtCYlVyrN87VYuGT6TPzZ6gZMYX476CZWyzXfZ6Ucx4as17Nidnm3aG7NXUalcaa7t3JD7L2nKth17mL08hfveWlTk6yN51+W8HmzdsolXnnuctA0pHH1sY0a89Hbm+ay01GTW/rYqs/3kd19n547t/G/sM/xv7DOZ42sdcSQffvk9AO+98TLpe/cy/ME7GP7gHZltTm3ZllGvf1RMayYH0vuii9m0cSOPPvIgyevX06TJCXww6WPq1asHQPL69fz66/6jLfHx8Uz+ZAoD+99E21bNqVq1KgMGDWHAwMGZbeo3aMAHkz5m2JBBjHnxBWrVrs2TI0bSvUfPYl+/4hbT68jMbA9wq3Pu6bDxa4Fxzrk7c5v/YLiOTPLnYLiOTPLnYLiOTKJXkq8j2wxEusAlnsh7aiIiIlnEOshWEHYuzMyOBCoSdu5MREQkklgH2SdAVzOrHDLuYmAHMDM2JYmISJDEOshGAbuA98yss9+R415geFiXfBERkYhi2mvRObfZzDoBzwKT8M6LjcALMxERkQOKdfd7nHM/AB0P2FBERCSCWB9aFBERKRAFmYiIBJqCTEREAk1BJiIigaYgExGRQFOQiYhIoCnIREQk0BRkIiISaAoyEREJNAWZiIgEmoJMREQCTUEmIiKBpiATEZFAU5CJiEigKchERCTQFGQiIhJoCjIREQk0BZmIiASagkxERAJNQSYiIoGmIBMRkUBTkImISKApyEREJNAUZCIiEmgKMhERCTQFmYiIBJqCTEREAk1BJiIigaYgExGRQFOQiYhIoCnIREQk0BRkIiISaAoyEREJNAWZiIgEmoJMREQCTUEmIiKBpiATEZFAU5CJiEigKchERCTQFGQiIhJoCjIREQk0BZmIiASagkxERAJNQSYiIoGmIBMRkUBTkImISKApyEREJNAUZCIiEmgKMhERCTQFmYiIBJqCTEREAk1BJiIigaYgExGRQFOQiYhIoCnIREQk0ErHuoCCOKleNWaPuSTWZUgMJF05PtYlSIzMeqx7rEuQGNi5Z1+O07RHJiIigaYgExGRQFOQiYhIoCnIREQk0BRkIiISaAoyEREJNAWZiIgEmoJMREQCTUEmIiKBpiATEZFAU5CJiEigKchERCTQFGQiIhJoCjIREQk0BZmIiASagkxERAItxx/WNLMl+Vymc86dnM95RUREopLbL0TXBlxxFSIiIpIfOQaZc65GcRYiIiKSHzpHJiIigZbvIDOzMmZWtTCLERERiVZUQWZm5czsPjP7GdgJbAiZdpqZvW1mJxV2kSIiIjnJrbNHFmZWEZgBNAN+Bn4Bjg5pshw4F/gVyG+PRxERkahEs0f2L7wQu9k51xB4PXSic+4vYCbQufDKExERyV00QdYbmO6ce95/Hqlr/mqgTkGLEhERyatogqwu8N0B2mwDquS/HBERkehEE2R/AzUP0KYBsCn/5YiIiEQnmiD7DjjbzCpEmmhmNYF/AHMLozAREZG8iCbIngUSgQ/MrG7oBP/5G0Al4JnCK09ERCR3ee5+75ybaGZPALcCq/AONWJmq4EjAQMecM7NLII6RUREIorqgmjn3DDgfGA6XnAZ3l7al8AFzrl7Cr1CERGRXOR5jyyDc24yMBnAzMo653YXelUiIiJ5VKCbBivEREQk1qLeIzOzJKAP0BSIB7YCC4E3nHPJhVueiIhI7qIKMjO7HhgOlMM7P5bhMuBBMxvsnHuxEOsTERHJVTQ3De4OvIDXW3E43g2Ek4Ek4EzgeuB5M0txzn1Q+KWKiIhkF80e2e14t6A6zTm3MmzaR2Y2Bpjvt1OQiYhIsYims8eJwNsRQgwA59yPwNuAfo9MRESKTbT3Wkw7QJs04K/8lyMiIhKdaIJsGtDpAG06AVPzX46IiEh0ogmyYUAdMxtjZgmhE8wswczGArWB2wqzQBERkdzk2NnDzCZGGP0HcDVwuZn9CKTg3aLqOKAs8C3ezYUvKPxSRUREssut1+J5uUw7jMidOk4j8i9Hi4iIFIncgqxysVUhIiKSTzkGmXPu7+IsREREJD8KdNNgERGRWIv6psEAZlYVr4fiYZGmO+cWFKQoERGRvIr2psHtgCeB5gdoGpfvikRERKKQ50OLZtYU72Lno4BxeHe/nwe8Aazxn3+Cd0NhERGRYhHNObI7gXSghXPuGn/cZ865y4GGeAHWFhhduCWKiIjkLJogawdMdM6tChlnAM65vcBQvD2zBwqvPBERkdxFE2RVgdAQ2wNUzHjinHPATLzfJhMRESkW0QRZGhAf8jwVaBBheRUREREpJtEE2Uq8jh4ZvgG6mFk9ADOrDvQAfim88g4No0c9z/ENj6La4eVp26o5c2bPyrX90qXf07VzB6rHV+CYBnV45KH78XaIPevXr6fvFZfR9MTGVC5fmn7XXlXUqyD5dG2X41jydHdSX72MmQ+dS+vjEnJt3+mk2ky972zWvtyHVaMv4o0hZ3JMUtab8LRtnMjMh84l9dXLWPxUd67u3LAoV0Hy6a3/juGctifSomFN+px7Ogvmz82x7a6dO7lryA307tqa5kdX45qLz4nY7s1XR9O9Y3NaNkzggjNPZdK7rxdV+SVKNEH2KdDBzDL2yp7Bu43VIjP7AlgOJOHdNFjyaMI7bzF0yECG3nYHc79eQKtWrel+/jn8/ttvEdtv27aNbuecRUJCIl/Onc8Tw5/mqeFPMPKp/Z1Fd+/aRY3q1Rk89DZOa9GyuFZFotSjVX0eu+I0nvxwKe3umMz8lRt49/ZO1Kke+aBGvZqVeGPImcz9MYX2d0zm/IemUL5sHBNu65SlzYRhHZm/cgPt7pjM8IlLefzKFpzfom5xrZbkwWeT3uXx+27jmpuH8OZHszm5WQtuurIn69f+HrH9vn3pHHZYOS6+sh/tOnaN2Obt8WN5+tF76DfgNt6d+jU3DvoXj9x1KzOnflKUq1IiRBNko/FuJJzRweML4EpgK3AGsAsY6pwbU9hFHsyeeXoEl19xJVddcx2NGjfmyaeeISmpFmNGvxCx/VtvvMaO7dsZ/dI4mjQ5gQu792TwrcN4ZuSIzL2yevXr88SIkfzfFX2pWrVaca6OROHmcxvz2pe/8Or0lfy0bitDx80nZfMOrukSeQ/qlAbVKFPauPeNhfya8iffr9nMkx9+z1FJh1Otsndvgqs7NyR58w6GjpvPT+u28ur0lbz+5S/0P7dJca6aHMD4sc/Srddl9OzTl6OOPY7b73+CGgmJvPO/lyK2L1+hIv9++Cl6XXoViUm1I7aZ/N6b9OhzJWdf0Js6dRvwj/N70bNPX155YURRrkqJkOcgc85tcs5Nc85tCRn3P+dcfaCMc+5I55yuIYvC7t27WbjgOzp1PivL+E6du/D1vK8izvP11/No07Y95cuXzxzXuUtX1q9bx5rVq4uyXClEZeJKcUqD6kxfsi7L+Onfr6Nlw5oR51n460b27HVc2fEYSplRqVxpLj39aL77OY1Nf+4CoMWxNZn+fdZlTluyjqZHVad0nBXNykhU9uzezfLvF9H69I5Zxrdu35HF331doOUedli5LOMOK1eOpYu/Y8+ePflebhAUyr0WnXPp+Z3XzI4xsxfNbLGZpZvZjMKoKQg2pqWRnp5OQkJilvEJiYmkJCdHnCclOZmExKznUTLmT0mJPI+UPNUPP4zScaVI3bojy/jUrTtJjC8fcZ7f0v7mgoen8K9ep5A2/jL+eKkPxx9Zld6PT89sk1ilPKlbd4YtcwdlSpeieuVy4YuUGNi8eSPp6elUr5H177h6zQTSNqTke7mtz+jEB2+PZ+ni73DOsWzJAt5/67/s3bOHLZs2FrTsEi1f91osZE2Ac/DuElI2xrXEhFnWb8rOuWzjDtQ+0ngp+VzYr/eZZR+XISG+HM9d34Y3Zv3ChLmrqVSuNHf2PoVXB5zOeQ9+njmfC1tAxv+L8PESW9H+3R9Iv/7D2JiaQt8eXXDOUa1GAt16Xsq4UU8RF3dw3zUwt1+IXpLPZTrn3MlRtJ/knPvQf80JQI18vm7gVK9Rg7i4uGx7UhtSU0lITIw4T2JSEinJWb+1bdiQCpBtz05Kro3bdrE3fR+JVbLufdU8vByp23ZEnKffWY34e9de7n59/z25r3tuNiue60XLhgnM+zGVlC07Ii5zz959bPprV+GviEStatXqxMXFZdv72pS2IdteWjTKlSvPfU88z78feZpNaanUSEji3ddfoWKlylSpVr2gZZdouR1arA3UyscQ+UxkDpxz+6Ku+iBRtmxZmp7ajOlTp2QZP33aVFq2ah1xnpYtWzF3zix27twZ0n4KtWrXpl79+kVZrhSiPen7WLRqI2eeWCvL+DNPrM3XP22IOE/5w+JI35f1zyV9n7eXVcr/Ij9/5QY6nBC+zFos/HUje9O1R1YSlClblsYnnsK8WV9kGT9v9hec3KzgvYzLlClDYjYMDAkAABxDSURBVK0jiIuL47NJ79K+Y1dKlTq4f7Erx7VzztVwztXMz1CcKxB0twwYxP/Gv8q4l8eyYvlybh08gPXr13HtdTcAcPe/7+Ccrp0z2190yaWUr1CB66+9imXLlvLhB+/x5OOPcUv/QVkOSyxevIjFixfx55/b2LxpE4sXL2L58h+Kff0kZ89+tJzLzjiaK848hoa143nsitNIqlqel6f+BMA9lzRl4p1dMtt/tnAtp9Svzu09T+LopMqcXL8aL9zQht/T/mbRqk0AvDz1J2pXq8CjVzSnYe14rjjzGC4742hGfrQsJusokf3ftTczccJrvPfGq/y68kceu3cYG1KS6XXZ1QCMfOxe+vXplmWeX35awYplS9iyeSM7/v6bFcuWsGLZ/gNna35dyeT33mDNqp/5ftG33HZzX37+8QduGXZPsa5bLJSEc2SHtF69L2bTxo089uhDJK9fz/FNTuC9Dz+ibr16ACQnJ7Nq1f5rzOPj45n08ecMHnAz7VufRpWqVek/cDD9Bw7Ostw2LU7N8vzjjyZRt149lv+0CikZ3pu3mmqVD2No95NIqlKeH37fQq/HpvF7mvfj7ElVytMgcf/Fzl8uS+aaZ2cxoFsT+p/XhJ270/lm5QZ6PDqV7bv2ArBmw1/0+s90Hvm/5lzT+TjWb97OsFe/YeL8yNclSmx07daTLZs3MebZx0lLTeaYhsfz7LgJ1K7jXe+3ITWZ33/L+rd681W9WP/H/u14yTntAFi0ZhsA6en7GD/mOdb8upLSZcrQvHV7Xn1vKkccWa+Y1ip2rCSdAM44R+ac65BLm35AP4Aj69ZttmLl6uIpTkqUpCvHx7oEiZFZj3WPdQkSA5eedwbLliyI2BsmcAdOnXOjnXPNnXPNa9TQUUwRkUNd4IJMREQklIJMREQCLeadPcysAt4F0QBHAIebWS//+cfOue2xqUxERIIg5kEGJADvhI3LeN4AWF2s1YiISKDEPMicc6vx76gvIiISraiDzMyOAS4BGgMVnXMX+uPrACcBs51z2wq1ShERkRxEFWRmNgx4MGS+0IvQygOTgJuByD+mJSIiUsjy3GvRzLoDjwJzgXbAk6HTnXMrgYXABYVZoIiISG6i6X4/CK/jxT+cc3OBvyK0WQYcVwh1iYiI5Ek0QXYK8IlzbmcubdYB+i0REREpNtEEWRyw+wBtauShjYiISKGJJsh+AVrlNNG83xBpAywvaFEiIiJ5FU2QTQBamNkNOUwfCDQC3ipwVSIiInkUTff7J4GLgefMrDdQBsDM7gXaAx2ARcDzhVuiiIhIzvIcZM65v83sDGAU0J39d+O42398H7jOOadzZCIiUmyiuiDaOZcG9DKzI/DOl1UHtgLznHNriqA+ERGRXOXrXovOubXAu4Vci4iISNT0e2QiIhJoed4jM7OReWzqnHMD8lmPiIhIVKI5tHjzAaY7vA4gDlCQiYhIsYgmyE7MYXwV4DTgduALvLvji4iIFItout8vy2XyHDObCCwGJuPdPFhERKTIFVpnD+fcr8CHwJDCWqaIiMiBFHavxfV4t6kSEREpFoUWZP5Ng08n8u+UiYiIFIlout+fmssyjgSuAZoDrxZCXSIiInkSTa/Fb/G61ufE/DZDC1SRiIhIFKIJsuFEDrJ9wGZgPvCFcy63sBMRESlU0XS/v7UoCxEREcmPPHf2MLORZnZjURYjIiISrWh6LV4P1CuqQkRERPIjmiD7De/3x0REREqMaILsLaCrmVUuqmJERESiFU2QPQj8BEwxsw5mVrGIahIREcmzaLrfp+IFXwVgGoCZbSd7l3znnIsvnPJERERyF02Q/UTuF0SLiIgUu2iuI2telIWIiIjkR67nyMzsCjM7qbiKERERidaBOnuMAy4shjpERETypbB/j0xERKRYKchERCTQFGQiIhJoeem1WMXM6kazUOfcb/msR0REJCp5CbIB/pBXLo/LFRERKbC8BM42YEtRFyIiIpIfeQmyEc65+4u8EhERkXxQZw8REQk0BZmIiASagkxERAJNQSYiIoGWa2cP55yCTkRESjQFlYiIBJqCTEREAk1BJiIigaYgExGRQFOQiYhIoCnIREQk0BRkIiISaAoyEREJNAWZiIgEmoJMREQCLdC/5GxAqVIW6zIkBlaNvTTWJUiM1Gk3MNYlSAzs+vmPHKdpj0xERAJNQSYiIoGmIBMRkUBTkImISKApyEREJNAUZCIiEmgKMhERCTQFmYiIBJqCTEREAk1BJiIigaYgExGRQFOQiYhIoCnIREQk0BRkIiISaAoyEREJNAWZiIgEmoJMREQCTUEmIiKBpiATEZFAU5CJiEigKchERCTQFGQiIhJoCjIREQk0BZmIiASagkxERAJNQSYiIoGmIBMRkUBTkImISKApyEREJNAUZCIiEmgKMhERCTQFmYiIBJqCTEREAk1BJiIigaYgExGRQFOQiYhIoCnIREQk0BRkIiISaAoyEREJNAWZiIgEmoJMREQCTUEmIiKBpiATEZFAU5CJiEigKchERCTQFGQiIhJoCjIREQk0BZmIiASagkxERAJNQSYiIoGmIBMRkUBTkImISKApyEREJNAUZCXAiy88T6NjG1ClUjnatGjG7Nmzcm2/9Pvv6dLxDKpWLs9R9Y7g4QfvxzmXpc2sL2fSpkUzqlQqR+OGRzHmxVFFuQqSTy+PfoFTmxzLEdUr0bFdC76aMzvX9j8s/Z5uXTtSp0ZlTji2Ho8/8mCWbT/7y5nUqFQm27DyxxVFvSoSpX6927N88r1snjeCOa8No23To3Nt37NLU+a9eTsb5w7nx4/vZ9AVnbJMb9/sWHYsfDbb0LB+YlGuRolQOtYFHOreefstbh08gKefeZ42bdvx4qjnufC8s1mw5Afq1q2brf22bds47+wutG1/OrO/+oaffvqRftf0pULFigwcNASA1atWcWG3c7ii79W8/Or/mDtnNgNu+Sc1atake4+exbyGkpP3J7zNv4YN5j8jnqFV67a8PGYUl/Q4jznfLqHOkdm3/Z/bttHr/LNp3bY9U2Z+xc8rf+LmG66hQsWK3NR/UJa2c75ZTJVq1TKf16hRs8jXR/Ku11mn8sTQXgx45C3mLvqF6y86nQ+e/Sen9nyQ35M3Z2t/VtvjGfdwX4b8ZwKfz/2BRg2SeP7uS9mxaw+j3voyS9umPR9k89a/M59v2PxXka9PrGmPLMZGPjWc/7uiL1dfex2NGjdmxNPPkFSrFmNefCFi+zdff43t27cz9uVXaXLCCXTv0ZMhQ29j5FPDM7+Zjxk9ilq1azPi6Wdo1LgxV197HZf/35U8NfyJ4lw1OYAXnn2KSy6/giuuupaGjRrz6JNPk5BUi1fGvhix/Ttvvc72Hdt5dvTLNG5yAt0u7EH/QUN54Zmnsu2R16iZQGJiUuYQFxdXHKskedT/8o6MnzSPV96fy4+rUhj82Dskp23lut7tI7a/9NwWfPzlUka/M4vVazfy6exlPP7y5wzp2yVb2w2b/iRl4/5h3z4XYYkHFwVZDO3evZuFC76jU5ezsozv3Pks5n01N+I8X8/7irbt2lO+fPn97bt0Zf26daxZvTqzTefOYcs8qysLvvuWPXv2FO5KSL7s3r2bxQsXcGbHrB9EZ3bszPx5X0Wc59v582jVpl2WbX9m5y4kr1/Hb2tWZ2nb+fRWHH/0kXQ/9yxmzZxR2OVLAZQpHUfTxkcy7aush3unfrWCVic3iDjPYWVLs3N31r/dHbt2UyepKnVrVcsyfs5rw/j184f4eNQtnN782MItvoSKaZCZWW8zm2hma83sLzP7zsz6xLKm4pSWlkZ6ejqJiVmPYSckJpKSkhxxnpSUZBISsrcHSE5O3t8mbJmJiYns3buXtLS0wipfCmDjRm/b1wzbljUTEklNTYk4T2pKCgkJCVnGZfxfSPX/vyQmJfH4U8/yymtv8errb3PMsQ3pcd5ZzD3AeVcpPjWqVqJ06ThSNm3LMj510zYSqx8ecZ4pc5fTrcNJdGrVCDPjmLoJDLjcO0dWq2Y8AMlpW7nloTfpc+tY+tw6lp/WpPDJi7fQ9tTcz70dDGJ9jmwwsAoYBKQB5wCvm1kN59wzMa2sOJlleeqcw8LGZW2evX34+Ly0kdiLtJ2M/G/7Yxsex7ENj8ucflrL1vz+2xqeGzmcNu0iH7aSGAk74mdYtkPEGV5+bw5H1anBOyP6UaZ0HNv+3slzr8/grhvPJT19HwAr16Syck1q5jxfL1lFvdrVGXhFZ+Ys+KWo1qJEiHWQdXPOhe4iTDez2ngBd9AHWY0aNYiLiyMlOeve14bU1Gx7XRkSE5Oy7a1tSE31pyXubxO2zNTUVEqXLk316tULq3wpgOrVvW2fGrYt0zakUjNsryuDt6eedW9twwZv24fv2YU6tXkL3p/wdgErlsKStvkv9u5Nz7b3VbNaZVI3/ZnjfP8e+SF3PzuRpOqHs2HzX5zZ0vvCsmbdxhzn+eb71fTu2qxwCi/BYnpoMSzEMiwEIv8lH2TKli1L01ObMX3qlCzjp02bQqvWbSLO07JVa+bMnsXOnTszx02fNoVatWtTr379zDbTp0/NMt/0qVM4tVlzypQpU7grIflStmxZTm56KjPCttOML6bRolXriPM0b9GKeXNnZ9n2M6dPI6lWberWq5/jay1dspjEpKRCqVsKbs/edBYu/52OrRplGd+pVSPmLV6V67z79jnWbdjKnr3pXPSPZsxb/GuuvRJPPq4OyWlbC6XukqwkdvZoA/wQ6yKKS/+Bgxn/33G88tJYVixfzpBBA1i/bh3X9rsBgLvuvIOzz9p/vcjFfS6lQoUKXHdNX5YtXcoH77/HE/95lP4DB2ceXrqu3w2s/eMPbh08kBXLl/PKS2MZ/99xDBx8ayxWUXJw480DefO1/zJ+3Ev8tGI5/xo6iJT16+h7TT8AHrjnTrqfu7/TTq+L+lChfAVuvv4ali9byuQP3+fp4f/hxlsGZm77Uc89zceTPuSXn1ey4odlPHDPnXw8+UOuvf6fMVlHiWzk/6bzf+e3pG/31hzXIJEnhvakVs14xk7wzmXef8v5fDzqlsz21atU5Lre7TiuQSInNTyCJ4b2pEfnpgx9/N3MNjdf2oFuHU7i6Lo1aXxUEvffcj7ndzw5W/f8g1GsDy1mYWadgAuAq2NdS3HpfdHFbNq4kUcfeZDk9etp0uQEPpj0MfXq1QMgef16fv11//Ht+Ph4Jn8yhYH9b6Jtq+ZUrVqVAYOGMGDg4Mw29Rs04INJHzNsyCDGvPgCtWrX5skRI3UNWQnTvddFbN60keH/eYSU5PU0Or4Jb7w7iSPrets+JXk9q1f9mtn+8Ph4Jkz8hGGD+9P59FbEV6nKP28ZxD9vGZjZZvfuPdxz522sX7eWcuXL06jR8bzx7kS6dD272NdPcjbh8wVUi6/I7df+g6Qah7Ps5/VceMvz/Lbeu4YsqcbhHHVkjSzzXHZeSx4e2B0z7/xX1+ue5ttlazKnly1TmkcGdad2Qjw7du1h+S/eMj+bffDvF1hOJxeLm5nVB74G5jrnuufSrh/QD+DIunWb/fTLmpyaykHs7117Y12CxEiddgMP3EgOOrt+fJt921Mj9oQqEYcWzawa8AnwG3B5bm2dc6Odc82dc81r6m4FIiKHvJgHmZlVACYDZYFznXN/H2AWERGRTDE9R2ZmpYF3gGOBts651APMIiIikkWsO3s8j3cR9ACgmpm1Cpm20Dm3KzZliYhIUMQ6yDL6Fj8dYVoDYHXxlSIiIkEU0yBzztWP5euLiEjwxbyzh4iISEEoyEREJNAUZCIiEmgKMhERCTQFmYiIBJqCTEREAk1BJiIigaYgExGRQFOQiYhIoCnIREQk0BRkIiISaAoyEREJNAWZiIgEmoJMREQCTUEmIiKBpiATEZFAU5CJiEigKchERCTQFGQiIhJoCjIREQk0BZmIiASagkxERAJNQSYiIoGmIBMRkUBTkImISKApyEREJNAUZCIiEmgKMhERCTQFmYiIBJqCTEREAk1BJiIigaYgExGRQFOQiYhIoCnIREQk0BRkIiISaAoyEREJNAWZiIgEmoJMREQCTUEmIiKBpiATEZFAU5CJiEigKchERCTQFGQiIhJoCjIREQk0BZmIiASagkxERAJNQSYiIoGmIBMRkUBTkImISKApyEREJNAUZCIiEmgKMhERCTQFmYiIBJqCTEREAk1BJiIigaYgExGRQDPnXKxryDcz2wCsiXUdMVIDSIt1ERIT2vaHrkN529dzztWMNCHQQXYoM7NvnXPNY12HFD9t+0OXtn1kOrQoIiKBpiATEZFAU5AF1+hYFyAxo21/6NK2j0DnyEREJNC0RyYiIoGmIBMRkUBTkImISKApyEREJNBKx7oAOTAzqwScATQCqgIO2AKsAGY65/6KYXkSQ2ZWDkhwzv0W61qk+JhZGaCWtrtHQVaCmZkB9wGDgQrAdmAzYEA8UBHYbmZPAvc6dUE9FJ0LvA3ExboQKRxmdhPe33wC8APwrHNufFizU4G5aLsDOrRY0t2L9x/6Prz7jFVyzh3pnKvjnKsM1A1pc0/MqhSRQmFmlwDPAPPw/u7XAePMbIKZlY9pcSWYriMrwcxsLXCfcy7XiyDNrB9wj3PuiOKpTIqamU3PY9OawPHOOX0zPwiY2bfAdOfcsJBxnYDXgNXAuc65jWbWEpir7e7RHlnJVgX4JQ/tfvHbysHjdCAR2HiA4c9YFShF4jjg49ARzrlpQCu80wlfmdnRsSisJNM5spJtHjDMzOY55/6O1MDMKgK3AV8Va2VS1JYCPzrnLs6tkZn1At4qnpKkGGzF+6mWLJxzq82sDfAR3rmxB4q7sJJMQVay3QxMBX4zs8/weiluweu1WAWvF2NXYBfQKVZFSpH4GvhHHto5vM4/cnD4DrgQmBA+wTm32T/MOAEYibftBZ0jK/HMrApwI96HWkb3e/B6L64APgFGOee2xKZCKQr+4aMmzrmJB2hXHq/7/aH6A7MHFTPrDQwCznPObcqhTRzwAtDFOdegOOsrqRRkIiISaOrsISIigaYgExGRQFOQieSRmdU3M2dm48LGj/PH149JYVGKtl4zm2FmBT4HYWarzWx1QZdzgNcolFolWBRkUqL4H7ChQ7qZpZnZdDO7LNb1FYWcAlJE8kbd76Wkus9/LIN3keiFwJlm1sw5Nzh2ZUV0B/AosDbWhYgcihRkUiI55+4Nfe5fPzMFGGhmI51zq2NRVyTOufXA+ljXIXKo0qFFCQT/Nj0r8C7+PQ2yHpIzs4Zm9paZpZrZPjPrkDGvmVUzs0fMbLmZ7TCzrWY2zczOivRaZlbZzIab2R9mttPMVpjZYHL4e8ntnJOZtfDrWmtmu8xsvZl9bmYX+dPvBVb5za8MO6zaN2xZXc3sY/9Q6y4z+8XMHvevNYxUV2czm2Vmf5vZJjP7wMwa5fI255mZlTWzm/161vj1bDKzqWZ29gHmjTezZ/33ZKeZ/WBm/f1fe4jUvqV/09xkM9ttZr+b2YtmVrsw1kWCT3tkEiQZH3ThJ/OPxrsTxk94N1ctD2wDMLN6wAygPjAL+BTv52/OAz41s+udc2MyX8DsMGAaXlgu9pdXBbgL7zfh8l6s2XV4F66mAxOBlXg/zdEc+Cfez6/M8Jc/wH+9D0IWsShkWXfjHW7dBEwGUoGTgFuBc8ystXNuW0j7jFtX7fYf1wPt8G5ltiSa9chBNeBpvNslTQE2ALWAbsDHZnadc25shPnK4t2tpgrwpv+8p7+s44CbQhub2VXAGLy710wEfgeOBa4FuplZK/0ml+Cc06ChxAx4IeUijO8M7POHev64+hntgYdzWN4Mf55LwsZXwQuKHUBiyPh/+ct7FygVMr4BXog4YFzYssb54+uHjDse2OPP0yRCXXVC/l0/0nJDpp/pT58LVAmb1tefNiJkXCW8GwrvAZqHtR8R8p7Vj/R6ObyHLmzcYaHrEDI+Hu8+kZuA8mHTVvuvOxs4LGR8NbwbXzvg9JDxDfGC+GfgiLBldcT7gvD+gWrVcPAPOrQoJZKZ3esPD5nZBLw9KQOectlvx5TC/s4hocs4GW8v6l3n3Juh05x3S697gHJ4ewQZrsILvmHOuX0h7Vfh3d8ur27EO+LxgHNuWfhE59wfUSyrv/94nQu7FZlzbhxeIIf26LwALxxed859G7ase/FuTFsgzrldkdbBObcVeBnvVmqn5TD7Hc65XSHzbGL/TXCvCml3I15nnwHOuSwdaZxz0/H20LqZWeV8r4gcFHRoUUqqjB8KdXg3Sp4FvOSc+1+EtotDPxhDtPYf4/1zUeFq+o+NwTs3BhwD/O6ci/TzOTPI+w+YtvIfP8lj+9y0xtu76u3fiy9cWaCmmVV3zm3E+/VggJnhDZ1zW81sEVEeJo3EzJoAQ/F+cqYW3peCUJF+H28v3p5luBn+Y9OQcRnb7wwzixSKCXi/kNwQ72a7cohSkEmJ5JyL5o7uyTmMr+4/dvGHnFTyH+P9x5QoXyeSjA4YhdElvzre3+qBQjTjkGJhrkdEZtYKmO7XNQ1v72gb3t7sKXh7hYdFmDXNOZeeS03xIeMytt/QA5RT6QDT5SCnIJODQU53csg4hDbAOZeXw4IZ7RNzmJ4URU0ZhwCPwOttWRBb8c7XVYuiPRTOeuTk33idas50zs0InWBmd+AFWSQ1zCwuQphl1BR62DPj3/EupCOLSDidI5OD2Tz/sX1eGjvn/sTvWGCRf4W3Qz5eO9eu6L6MD/WcfrZ+HlDVP5SXFwv8x2yHD80sHm+PqaCOATaFh1hOrxuiNNAmwvgO/uPCkHFRbT85dCnI5KDld3SYBfQws6sjtTGzE80sIWTUK3h/F4+ZWamQdg3Y3+kiL17AOx90l5kdH+F164Q83Yy3V1k3h2WN8B/HRLp2yswq+of6MnzoL/NSM2se1vxesh6+y6/VQDUzOymslmvwfuw1N4/4lzlkzFMNbw8PvPc/w7N45wZHmFnD8IX417Ip5ESHFuWgdyneuZyXzKw/3vVmW4A6eNdhnYDXqSDVb/8k3u2wegILzPtl7njgYuBL4Py8vKhz7gcz+ycwClhoZh/iXUdWHe86sj/xutXjnPvLzL4G2pvZa3jXw6UDE51zS5xz08zsduARYKWZfYx3EXUloB7eHtBs/F+U9pfXD+/6sVlmFnod2Qn+epwe1buY3VN4gTXbzN7GOwzY3H+NCUCvHOZbj3fubKmZTcTrldgLr7PI8865LzMaOudW+F9AXgaWmdmn/ntTBi/02+Ndv1YoF3lLgMW6/78GDaEDOVxHlkPb+uRy/VVIu8p414d9B/yFd+3YKuAjoB9QMaz94cBwvI4aO/HOcQ0Bjor0ekS4jixkWmu8a9JS8a6JWod3KUGvsHbHAJPwOmvs85fXN6xNO7yLqNf5y9qA1/V+OGHXi/ntu+AF3Ha8PbQP8T70c6w3h/dvRqRtgndR+Ty8UN4CfI4XkH1zqH+1P8QDz/nv7y5gOd7eruXw+if6Na/x22/Cu1btRaBjXmrVcHAP+oVoEREJNJ0jExGRQFOQiYhIoCnIREQk0BRkIiISaAoyEREJNAWZiIgEmoJMREQCTUEmIiKBpiATEZFAU5CJiEig/T8r/l1izbf8rgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 504x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cnf_matrix = confusion_matrix(np.where(y_test != 0)[1], model.predict_classes(x_test_img))\n",
    "plt.figure(figsize=(7,7))\n",
    "plot_confusion_matrix(cnf_matrix, classes=np.unique(np.where(y_test != 0)[1]), title=\"Confusion matrix\")\n",
    "plt.show()"
   ]
  }
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